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304 classes·that·are·associated·in·a·many-to-many·pattern.</p>304 classes·that·are·associated·in·a·many-to-many·pattern.</p>
305 <p>Listing·of·files:<ul·class="simple">305 <p>Listing·of·files:<ul·class="simple">
306 <li><p><p><a·class="reference·external"·href="../_modules/examples/association/dict_of_sets_with_default.html">dict_of_sets_with_default.py</a>·-·An·advanced·association·proxy·example·which306 <li><p><p><a·class="reference·external"·href="../_modules/examples/association/dict_of_sets_with_default.html">dict_of_sets_with_default.py</a>·-·An·advanced·association·proxy·example·which
307 illustrates·nesting·of·association·proxies·to·produce·multi-level·Python307 illustrates·nesting·of·association·proxies·to·produce·multi-level·Python
308 collections,·in·this·case·a·dictionary·with·string·keys·and·sets·of·integers308 collections,·in·this·case·a·dictionary·with·string·keys·and·sets·of·integers
309 as·values,·which·conceal·the·underlying·mapped·classes.</p>309 as·values,·which·conceal·the·underlying·mapped·classes.</p>
310 </p></li>310 </p></li>
311 <li><p><p><a·class="reference·external"·href="../_modules/examples/association/proxied_association.html">proxied_association.py</a>·-·Same·example·as·basic_association,·adding·in 
312 usage·of·<a·class="reference·internal"·href="extensions/associationproxy.html#module-sqlalchemy.ext.associationproxy"·title="sqlalchemy.ext.associationproxy"><code·class="xref·py·py-mod·docutils·literal·notranslate"><span·class="pre">sqlalchemy.ext.associationproxy</span></code></a>·to·make·explicit·references 
313 to·<code·class="docutils·literal·notranslate"><span·class="pre">OrderItem</span></code>·optional.</p> 
314 </p></li> 
315 <li><p><p><a·class="reference·external"·href="../_modules/examples/association/basic_association.html">basic_association.py</a>·-·Illustrate·a·many-to-many·relationship·between·an311 <li><p><p><a·class="reference·external"·href="../_modules/examples/association/basic_association.html">basic_association.py</a>·-·Illustrate·a·many-to-many·relationship·between·an
316 “Order”·and·a·collection·of·“Item”·objects,·associating·a·purchase·price312 “Order”·and·a·collection·of·“Item”·objects,·associating·a·purchase·price
317 with·each·via·an·association·object·called·“OrderItem”</p>313 with·each·via·an·association·object·called·“OrderItem”</p>
318 </p></li>314 </p></li>
 315 <li><p><p><a·class="reference·external"·href="../_modules/examples/association/proxied_association.html">proxied_association.py</a>·-·Same·example·as·basic_association,·adding·in
 316 usage·of·<a·class="reference·internal"·href="extensions/associationproxy.html#module-sqlalchemy.ext.associationproxy"·title="sqlalchemy.ext.associationproxy"><code·class="xref·py·py-mod·docutils·literal·notranslate"><span·class="pre">sqlalchemy.ext.associationproxy</span></code></a>·to·make·explicit·references
 317 to·<code·class="docutils·literal·notranslate"><span·class="pre">OrderItem</span></code>·optional.</p>
 318 </p></li>
319 </ul>319 </ul>
320 </p>320 </p>
321 </section>321 </section>
322 <section·id="module-examples.asyncio">322 <section·id="module-examples.asyncio">
323 <span·id="asyncio-integration"></span><span·id="examples-asyncio"></span><h3>Asyncio·Integration<a·class="headerlink"·href="#module-examples.asyncio"·title="Link·to·this·heading">¶</a></h3>323 <span·id="asyncio-integration"></span><span·id="examples-asyncio"></span><h3>Asyncio·Integration<a·class="headerlink"·href="#module-examples.asyncio"·title="Link·to·this·heading">¶</a></h3>
324 <p>Examples·illustrating·the·asyncio·engine·feature·of·SQLAlchemy.</p>324 <p>Examples·illustrating·the·asyncio·engine·feature·of·SQLAlchemy.</p>
325 <p>Listing·of·files:<ul·class="simple">325 <p>Listing·of·files:<ul·class="simple">
 326 <li><p><p><a·class="reference·external"·href="../_modules/examples/asyncio/async_orm.html">async_orm.py</a>·-·Illustrates·use·of·the·<code·class="docutils·literal·notranslate"><span·class="pre">sqlalchemy.ext.asyncio.AsyncSession</span></code>·object
 327 for·asynchronous·ORM·use.</p>
 328 </p></li>
 329 <li><p><p><a·class="reference·external"·href="../_modules/examples/asyncio/greenlet_orm.html">greenlet_orm.py</a>·-·Illustrates·use·of·the·sqlalchemy.ext.asyncio.AsyncSession·object
 330 for·asynchronous·ORM·use,·including·the·optional·run_sync()·method.</p>
 331 </p></li>
326 <li><p><p><a·class="reference·external"·href="../_modules/examples/asyncio/gather_orm_statements.html">gather_orm_statements.py</a>·-·Illustrates·how·to·run·many·statements·concurrently·using·<code·class="docutils·literal·notranslate"><span·class="pre">asyncio.gather()</span></code>332 <li><p><p><a·class="reference·external"·href="../_modules/examples/asyncio/gather_orm_statements.html">gather_orm_statements.py</a>·-·Illustrates·how·to·run·many·statements·concurrently·using·<code·class="docutils·literal·notranslate"><span·class="pre">asyncio.gather()</span></code>
327 along·many·asyncio·database·connections,·merging·ORM·results·into·a·single333 along·many·asyncio·database·connections,·merging·ORM·results·into·a·single
328 <code·class="docutils·literal·notranslate"><span·class="pre">AsyncSession</span></code>.</p>334 <code·class="docutils·literal·notranslate"><span·class="pre">AsyncSession</span></code>.</p>
329 </p></li>335 </p></li>
330 <li><p><p><a·class="reference·external"·href="../_modules/examples/asyncio/async_orm.html">async_orm.py</a>·-·Illustrates·use·of·the·<code·class="docutils·literal·notranslate"><span·class="pre">sqlalchemy.ext.asyncio.AsyncSession</span></code>·object 
331 for·asynchronous·ORM·use.</p> 
332 </p></li> 
333 <li><p><p><a·class="reference·external"·href="../_modules/examples/asyncio/async_orm_writeonly.html">async_orm_writeonly.py</a>·-·Illustrates·using·<strong>write·only·relationships</strong>·for·simpler·handling336 <li><p><p><a·class="reference·external"·href="../_modules/examples/asyncio/async_orm_writeonly.html">async_orm_writeonly.py</a>·-·Illustrates·using·<strong>write·only·relationships</strong>·for·simpler·handling
334 of·ORM·collections·under·asyncio.</p>337 of·ORM·collections·under·asyncio.</p>
335 </p></li>338 </p></li>
336 <li><p><p><a·class="reference·external"·href="../_modules/examples/asyncio/basic.html">basic.py</a>·-·Illustrates·the·asyncio·engine·/·connection·interface.</p>339 <li><p><p><a·class="reference·external"·href="../_modules/examples/asyncio/basic.html">basic.py</a>·-·Illustrates·the·asyncio·engine·/·connection·interface.</p>
337 </p></li>340 </p></li>
338 <li><p><p><a·class="reference·external"·href="../_modules/examples/asyncio/greenlet_orm.html">greenlet_orm.py</a>·-·Illustrates·use·of·the·sqlalchemy.ext.asyncio.AsyncSession·object 
339 for·asynchronous·ORM·use,·including·the·optional·run_sync()·method.</p> 
340 </p></li> 
341 </ul>341 </ul>
342 </p>342 </p>
343 </section>343 </section>
344 <section·id="module-examples.graphs">344 <section·id="module-examples.graphs">
345 <span·id="directed-graphs"></span><h3>Directed·Graphs<a·class="headerlink"·href="#module-examples.graphs"·title="Link·to·this·heading">¶</a></h3>345 <span·id="directed-graphs"></span><h3>Directed·Graphs<a·class="headerlink"·href="#module-examples.graphs"·title="Link·to·this·heading">¶</a></h3>
346 <p>An·example·of·persistence·for·a·directed·graph·structure.···The346 <p>An·example·of·persistence·for·a·directed·graph·structure.···The
347 graph·is·stored·as·a·collection·of·edges,·each·referencing·both·a347 graph·is·stored·as·a·collection·of·edges,·each·referencing·both·a
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378 subclassing·the·<code·class="docutils·literal·notranslate"><span·class="pre">HasAddresses</span></code>·mixin,·which·ensures·that·the378 subclassing·the·<code·class="docutils·literal·notranslate"><span·class="pre">HasAddresses</span></code>·mixin,·which·ensures·that·the
379 parent·class·is·provided·with·an·<code·class="docutils·literal·notranslate"><span·class="pre">addresses</span></code>·collection379 parent·class·is·provided·with·an·<code·class="docutils·literal·notranslate"><span·class="pre">addresses</span></code>·collection
380 which·contains·<code·class="docutils·literal·notranslate"><span·class="pre">Address</span></code>·objects.</p>380 which·contains·<code·class="docutils·literal·notranslate"><span·class="pre">Address</span></code>·objects.</p>
381 <p>The·<a·class="reference·external"·href="../_modules/examples/generic_associations/discriminator_on_association.html">discriminator_on_association.py</a>·and·<a·class="reference·external"·href="../_modules/examples/generic_associations/generic_fk.html">generic_fk.py</a>·scripts381 <p>The·<a·class="reference·external"·href="../_modules/examples/generic_associations/discriminator_on_association.html">discriminator_on_association.py</a>·and·<a·class="reference·external"·href="../_modules/examples/generic_associations/generic_fk.html">generic_fk.py</a>·scripts
382 are·modernized·versions·of·recipes·presented·in·the·2007·blog·post382 are·modernized·versions·of·recipes·presented·in·the·2007·blog·post
383 <a·class="reference·external"·href="https://techspot.zzzeek.org/2007/05/29/polymorphic-associations-with-sqlalchemy/">Polymorphic·Associations·with·SQLAlchemy</a>.</p>383 <a·class="reference·external"·href="https://techspot.zzzeek.org/2007/05/29/polymorphic-associations-with-sqlalchemy/">Polymorphic·Associations·with·SQLAlchemy</a>.</p>
384 <p>Listing·of·files:<ul·class="simple">384 <p>Listing·of·files:<ul·class="simple">
385 <li><p><p><a·class="reference·external"·href="../_modules/examples/generic_associations/table_per_related.html">table_per_related.py</a>·-·Illustrates·a·generic·association·which·persists·association 
386 objects·within·individual·tables,·each·one·generated·to·persist 
387 those·objects·on·behalf·of·a·particular·parent·class.</p>385 <li><p><p><a·class="reference·external"·href="../_modules/examples/generic_associations/discriminator_on_association.html">discriminator_on_association.py</a>·-·Illustrates·a·mixin·which·provides·a·generic·association
 386 using·a·single·target·table·and·a·single·association·table,
 387 referred·to·by·all·parent·tables.··The·association·table
 388 contains·a·“discriminator”·column·which·determines·what·type·of
 389 parent·object·associates·to·each·particular·row·in·the·association
 390 table.</p>
388 </p></li>391 </p></li>
389 <li><p><p><a·class="reference·external"·href="../_modules/examples/generic_associations/generic_fk.html">generic_fk.py</a>·-·Illustrates·a·so-called·“generic·foreign·key”,·in·a·similar·fashion392 <li><p><p><a·class="reference·external"·href="../_modules/examples/generic_associations/generic_fk.html">generic_fk.py</a>·-·Illustrates·a·so-called·“generic·foreign·key”,·in·a·similar·fashion
390 to·that·of·popular·frameworks·such·as·Django,·ROR,·etc.··This393 to·that·of·popular·frameworks·such·as·Django,·ROR,·etc.··This
391 approach·bypasses·standard·referential·integrity394 approach·bypasses·standard·referential·integrity
392 practices,·in·that·the·“foreign·key”·column·is·not·actually395 practices,·in·that·the·“foreign·key”·column·is·not·actually
393 constrained·to·refer·to·any·particular·table;·instead,396 constrained·to·refer·to·any·particular·table;·instead,
394 in-application·logic·is·used·to·determine·which·table·is·referenced.</p>397 in-application·logic·is·used·to·determine·which·table·is·referenced.</p>
395 </p></li>398 </p></li>
 399 <li><p><p><a·class="reference·external"·href="../_modules/examples/generic_associations/table_per_related.html">table_per_related.py</a>·-·Illustrates·a·generic·association·which·persists·association
 400 objects·within·individual·tables,·each·one·generated·to·persist
 401 those·objects·on·behalf·of·a·particular·parent·class.</p>
396 <li><p><p><a·class="reference·external"·href="../_modules/examples/generic_associations/discriminator_on_association.html">discriminator_on_association.py</a>·-·Illustrates·a·mixin·which·provides·a·generic·association 
397 using·a·single·target·table·and·a·single·association·table, 
398 referred·to·by·all·parent·tables.··The·association·table 
399 contains·a·“discriminator”·column·which·determines·what·type·of 
400 parent·object·associates·to·each·particular·row·in·the·association 
401 table.</p> 
402 </p></li>402 </p></li>
403 <li><p><p><a·class="reference·external"·href="../_modules/examples/generic_associations/table_per_association.html">table_per_association.py</a>·-·Illustrates·a·mixin·which·provides·a·generic·association403 <li><p><p><a·class="reference·external"·href="../_modules/examples/generic_associations/table_per_association.html">table_per_association.py</a>·-·Illustrates·a·mixin·which·provides·a·generic·association
404 via·a·individually·generated·association·tables·for·each·parent·class.404 via·a·individually·generated·association·tables·for·each·parent·class.
405 The·associated·objects·themselves·are·persisted·in·a·single·table405 The·associated·objects·themselves·are·persisted·in·a·single·table
406 shared·among·all·parents.</p>406 shared·among·all·parents.</p>
407 </p></li>407 </p></li>
408 </ul>408 </ul>
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477 <div·class="admonition·seealso">477 <div·class="admonition·seealso">
478 <p·class="admonition-title">See·also</p>478 <p·class="admonition-title">See·also</p>
479 <p><a·class="reference·internal"·href="../faq/performance.html#faq-how-to-profile"><span·class="std·std-ref">How·can·I·profile·a·SQLAlchemy·powered·application?</span></a></p>479 <p><a·class="reference·internal"·href="../faq/performance.html#faq-how-to-profile"><span·class="std·std-ref">How·can·I·profile·a·SQLAlchemy·powered·application?</span></a></p>
480 </div>480 </div>
481 <section·id="file-listing">481 <section·id="file-listing">
482 <h4>File·Listing<a·class="headerlink"·href="#file-listing"·title="Link·to·this·heading">¶</a></h4>482 <h4>File·Listing<a·class="headerlink"·href="#file-listing"·title="Link·to·this·heading">¶</a></h4>
483 <p>Listing·of·files:<ul·class="simple">483 <p>Listing·of·files:<ul·class="simple">
484 <li><p><p><a·class="reference·external"·href="../_modules/examples/performance/bulk_updates.html">bulk_updates.py</a>·-·This·series·of·tests·will·illustrate·different·ways·to·UPDATE·a·large·number 
485 of·rows·in·bulk·(under·construction!·there’s·just·one·test·at·the·moment)</p> 
486 </p></li> 
487 <li><p><p><a·class="reference·external"·href="../_modules/examples/performance/single_inserts.html">single_inserts.py</a>·-·In·this·series·of·tests,·we’re·looking·at·a·method·that·inserts·a·row484 <li><p><p><a·class="reference·external"·href="../_modules/examples/performance/single_inserts.html">single_inserts.py</a>·-·In·this·series·of·tests,·we’re·looking·at·a·method·that·inserts·a·row
488 within·a·distinct·transaction,·and·afterwards·returns·to·essentially·a485 within·a·distinct·transaction,·and·afterwards·returns·to·essentially·a
489 “closed”·state.···This·would·be·analogous·to·an·API·call·that·starts·up486 “closed”·state.···This·would·be·analogous·to·an·API·call·that·starts·up
490 a·database·connection,·inserts·the·row,·commits·and·closes.</p>487 a·database·connection,·inserts·the·row,·commits·and·closes.</p>
491 </p></li>488 </p></li>
 489 <li><p><p><a·class="reference·external"·href="../_modules/examples/performance/short_selects.html">short_selects.py</a>·-·This·series·of·tests·illustrates·different·ways·to·SELECT·a·single
 490 record·by·primary·key</p>
 491 </p></li>
492 <li><p><p><a·class="reference·external"·href="../_modules/examples/performance/bulk_inserts.html">bulk_inserts.py</a>·-·This·series·of·tests·illustrates·different·ways·to·INSERT·a·large·number492 <li><p><p><a·class="reference·external"·href="../_modules/examples/performance/bulk_inserts.html">bulk_inserts.py</a>·-·This·series·of·tests·illustrates·different·ways·to·INSERT·a·large·number
493 of·rows·in·bulk.</p>493 of·rows·in·bulk.</p>
494 </p></li>494 </p></li>
495 <li><p><p><a·class="reference·external"·href="../_modules/examples/performance/large_resultsets.html">large_resultsets.py</a>·-·In·this·series·of·tests,·we·are·looking·at·time·to·load·a·large·number495 <li><p><p><a·class="reference·external"·href="../_modules/examples/performance/bulk_updates.html">bulk_updates.py</a>·-·This·series·of·tests·will·illustrate·different·ways·to·UPDATE·a·large·number
496 of·very·small·and·simple·rows.</p>496 of·rows·in·bulk·(under·construction!·there’s·just·one·test·at·the·moment)</p>
497 </p></li>497 </p></li>
498 <li><p><p><a·class="reference·external"·href="../_modules/examples/performance/__main__.html">__main__.py</a>·-·Allows·the·examples/performance·package·to·be·run·as·a·script.</p>498 <li><p><p><a·class="reference·external"·href="../_modules/examples/performance/__main__.html">__main__.py</a>·-·Allows·the·examples/performance·package·to·be·run·as·a·script.</p>
499 </p></li>499 </p></li>
500 <li><p><p><a·class="reference·external"·href="../_modules/examples/performance/short_selects.html">short_selects.py</a>·-·This·series·of·tests·illustrates·different·ways·to·SELECT·a·single 
501 record·by·primary·key</p>500 <li><p><p><a·class="reference·external"·href="../_modules/examples/performance/large_resultsets.html">large_resultsets.py</a>·-·In·this·series·of·tests,·we·are·looking·at·time·to·load·a·large·number
 501 of·very·small·and·simple·rows.</p>
502 </p></li>502 </p></li>
503 </ul>503 </ul>
504 </p>504 </p>
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100 intermediary·class·mediates·the·relationship·between·two·classes·that·are100 intermediary·class·mediates·the·relationship·between·two·classes·that·are
101 associated·in·a·many-to-many·pattern.101 associated·in·a·many-to-many·pattern.
102 Listing·of·files:102 Listing·of·files:
103 ····*·_\x8d_\x8i_\x8c_\x8t_\x8__\x8o_\x8f_\x8__\x8s_\x8e_\x8t_\x8s_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8d_\x8e_\x8f_\x8a_\x8u_\x8l_\x8t_\x8._\x8p_\x8y·-·An·advanced·association·proxy·example103 ····*·_\x8d_\x8i_\x8c_\x8t_\x8__\x8o_\x8f_\x8__\x8s_\x8e_\x8t_\x8s_\x8__\x8w_\x8i_\x8t_\x8h_\x8__\x8d_\x8e_\x8f_\x8a_\x8u_\x8l_\x8t_\x8._\x8p_\x8y·-·An·advanced·association·proxy·example
104 ······which·illustrates·nesting·of·association·proxies·to·produce·multi-level104 ······which·illustrates·nesting·of·association·proxies·to·produce·multi-level
105 ······Python·collections,·in·this·case·a·dictionary·with·string·keys·and·sets105 ······Python·collections,·in·this·case·a·dictionary·with·string·keys·and·sets
106 ······of·integers·as·values,·which·conceal·the·underlying·mapped·classes.106 ······of·integers·as·values,·which·conceal·the·underlying·mapped·classes.
107 _\x8p_\x8r_\x8o_\x8x_\x8i_\x8e_\x8d_\x8__\x8a_\x8s_\x8s_\x8o_\x8c_\x8i_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y·-·Same·example·as·basic_association,·adding·in·usage·of 
108 _\x8s_\x8q_\x8l_\x8a_\x8l_\x8c_\x8h_\x8e_\x8m_\x8y_\x8._\x8e_\x8x_\x8t_\x8._\x8a_\x8s_\x8s_\x8o_\x8c_\x8i_\x8a_\x8t_\x8i_\x8o_\x8n_\x8p_\x8r_\x8o_\x8x_\x8y·to·make·explicit·references·to·OrderItem 
109 optional. 
110 _\x8b_\x8a_\x8s_\x8i_\x8c_\x8__\x8a_\x8s_\x8s_\x8o_\x8c_\x8i_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y·-·Illustrate·a·many-to-many·relationship·between·an107 _\x8b_\x8a_\x8s_\x8i_\x8c_\x8__\x8a_\x8s_\x8s_\x8o_\x8c_\x8i_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y·-·Illustrate·a·many-to-many·relationship·between·an
111 “Order”·and·a·collection·of·“Item”·objects,·associating·a·purchase·price·with108 “Order”·and·a·collection·of·“Item”·objects,·associating·a·purchase·price·with
112 each·via·an·association·object·called·“OrderItem”109 each·via·an·association·object·called·“OrderItem”
 110 _\x8p_\x8r_\x8o_\x8x_\x8i_\x8e_\x8d_\x8__\x8a_\x8s_\x8s_\x8o_\x8c_\x8i_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y·-·Same·example·as·basic_association,·adding·in·usage·of
 111 _\x8s_\x8q_\x8l_\x8a_\x8l_\x8c_\x8h_\x8e_\x8m_\x8y_\x8._\x8e_\x8x_\x8t_\x8._\x8a_\x8s_\x8s_\x8o_\x8c_\x8i_\x8a_\x8t_\x8i_\x8o_\x8n_\x8p_\x8r_\x8o_\x8x_\x8y·to·make·explicit·references·to·OrderItem
 112 optional.
113 *\x8**\x8**\x8**\x8*·A\x8As\x8sy\x8yn\x8nc\x8ci\x8io\x8o·I\x8In\x8nt\x8te\x8eg\x8gr\x8ra\x8at\x8ti\x8io\x8on\x8n_\x8?\x8·*\x8**\x8**\x8**\x8*113 *\x8**\x8**\x8**\x8*·A\x8As\x8sy\x8yn\x8nc\x8ci\x8io\x8o·I\x8In\x8nt\x8te\x8eg\x8gr\x8ra\x8at\x8ti\x8io\x8on\x8n_\x8?\x8·*\x8**\x8**\x8**\x8*
114 Examples·illustrating·the·asyncio·engine·feature·of·SQLAlchemy.114 Examples·illustrating·the·asyncio·engine·feature·of·SQLAlchemy.
115 Listing·of·files:115 Listing·of·files:
116 ····*·_\x8g_\x8a_\x8t_\x8h_\x8e_\x8r_\x8__\x8o_\x8r_\x8m_\x8__\x8s_\x8t_\x8a_\x8t_\x8e_\x8m_\x8e_\x8n_\x8t_\x8s_\x8._\x8p_\x8y·-·Illustrates·how·to·run·many·statements 
117 ······concurrently·using·asyncio.gather()·along·many·asyncio·database 
118 ······connections,·merging·ORM·results·into·a·single·AsyncSession. 
119 _\x8a_\x8s_\x8y_\x8n_\x8c_\x8__\x8o_\x8r_\x8m_\x8._\x8p_\x8y·-·Illustrates·use·of·the·sqlalchemy.ext.asyncio.AsyncSession116 ····*·_\x8a_\x8s_\x8y_\x8n_\x8c_\x8__\x8o_\x8r_\x8m_\x8._\x8p_\x8y·-·Illustrates·use·of·the·sqlalchemy.ext.asyncio.AsyncSession
120 object·for·asynchronous·ORM·use.117 ······object·for·asynchronous·ORM·use.
 118 _\x8g_\x8r_\x8e_\x8e_\x8n_\x8l_\x8e_\x8t_\x8__\x8o_\x8r_\x8m_\x8._\x8p_\x8y·-·Illustrates·use·of·the·sqlalchemy.ext.asyncio.AsyncSession
 119 object·for·asynchronous·ORM·use,·including·the·optional·run_sync()·method.
 120 _\x8g_\x8a_\x8t_\x8h_\x8e_\x8r_\x8__\x8o_\x8r_\x8m_\x8__\x8s_\x8t_\x8a_\x8t_\x8e_\x8m_\x8e_\x8n_\x8t_\x8s_\x8._\x8p_\x8y·-·Illustrates·how·to·run·many·statements·concurrently
 121 using·asyncio.gather()·along·many·asyncio·database·connections,·merging·ORM
 122 results·into·a·single·AsyncSession.
121 _\x8a_\x8s_\x8y_\x8n_\x8c_\x8__\x8o_\x8r_\x8m_\x8__\x8w_\x8r_\x8i_\x8t_\x8e_\x8o_\x8n_\x8l_\x8y_\x8._\x8p_\x8y·-·Illustrates·using·w\x8wr\x8ri\x8it\x8te\x8e·o\x8on\x8nl\x8ly\x8y·r\x8re\x8el\x8la\x8at\x8ti\x8io\x8on\x8ns\x8sh\x8hi\x8ip\x8ps\x8s·for·simpler123 _\x8a_\x8s_\x8y_\x8n_\x8c_\x8__\x8o_\x8r_\x8m_\x8__\x8w_\x8r_\x8i_\x8t_\x8e_\x8o_\x8n_\x8l_\x8y_\x8._\x8p_\x8y·-·Illustrates·using·w\x8wr\x8ri\x8it\x8te\x8e·o\x8on\x8nl\x8ly\x8y·r\x8re\x8el\x8la\x8at\x8ti\x8io\x8on\x8ns\x8sh\x8hi\x8ip\x8ps\x8s·for·simpler
122 handling·of·ORM·collections·under·asyncio.124 handling·of·ORM·collections·under·asyncio.
123 _\x8b_\x8a_\x8s_\x8i_\x8c_\x8._\x8p_\x8y·-·Illustrates·the·asyncio·engine·/·connection·interface.125 _\x8b_\x8a_\x8s_\x8i_\x8c_\x8._\x8p_\x8y·-·Illustrates·the·asyncio·engine·/·connection·interface.
124 _\x8g_\x8r_\x8e_\x8e_\x8n_\x8l_\x8e_\x8t_\x8__\x8o_\x8r_\x8m_\x8._\x8p_\x8y·-·Illustrates·use·of·the·sqlalchemy.ext.asyncio.AsyncSession 
125 object·for·asynchronous·ORM·use,·including·the·optional·run_sync()·method. 
126 *\x8**\x8**\x8**\x8*·D\x8Di\x8ir\x8re\x8ec\x8ct\x8te\x8ed\x8d·G\x8Gr\x8ra\x8ap\x8ph\x8hs\x8s_\x8?\x8·*\x8**\x8**\x8**\x8*126 *\x8**\x8**\x8**\x8*·D\x8Di\x8ir\x8re\x8ec\x8ct\x8te\x8ed\x8d·G\x8Gr\x8ra\x8ap\x8ph\x8hs\x8s_\x8?\x8·*\x8**\x8**\x8**\x8*
127 An·example·of·persistence·for·a·directed·graph·structure.·The·graph·is·stored127 An·example·of·persistence·for·a·directed·graph·structure.·The·graph·is·stored
128 as·a·collection·of·edges,·each·referencing·both·a·“lower”·and·an·“upper”·node128 as·a·collection·of·edges,·each·referencing·both·a·“lower”·and·an·“upper”·node
129 in·a·table·of·nodes.·Basic·persistence·and·querying·for·lower-·and·upper-129 in·a·table·of·nodes.·Basic·persistence·and·querying·for·lower-·and·upper-
130 neighbors·are·illustrated:130 neighbors·are·illustrated:
131 n2·=·Node(2)131 n2·=·Node(2)
132 n5·=·Node(5)132 n5·=·Node(5)
Offset 148, 27 lines modifiedOffset 148, 27 lines modified
148 Supplier,·both·subclassing·the·HasAddresses·mixin,·which·ensures·that·the148 Supplier,·both·subclassing·the·HasAddresses·mixin,·which·ensures·that·the
149 parent·class·is·provided·with·an·addresses·collection·which·contains·Address149 parent·class·is·provided·with·an·addresses·collection·which·contains·Address
150 objects.150 objects.
151 The·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8i_\x8m_\x8i_\x8n_\x8a_\x8t_\x8o_\x8r_\x8__\x8o_\x8n_\x8__\x8a_\x8s_\x8s_\x8o_\x8c_\x8i_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y·and·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8i_\x8c_\x8__\x8f_\x8k_\x8._\x8p_\x8y·scripts·are·modernized151 The·_\x8d_\x8i_\x8s_\x8c_\x8r_\x8i_\x8m_\x8i_\x8n_\x8a_\x8t_\x8o_\x8r_\x8__\x8o_\x8n_\x8__\x8a_\x8s_\x8s_\x8o_\x8c_\x8i_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y·and·_\x8g_\x8e_\x8n_\x8e_\x8r_\x8i_\x8c_\x8__\x8f_\x8k_\x8._\x8p_\x8y·scripts·are·modernized
152 versions·of·recipes·presented·in·the·2007·blog·post·_\x8P_\x8o_\x8l_\x8y_\x8m_\x8o_\x8r_\x8p_\x8h_\x8i_\x8c_\x8·_\x8A_\x8s_\x8s_\x8o_\x8c_\x8i_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s152 versions·of·recipes·presented·in·the·2007·blog·post·_\x8P_\x8o_\x8l_\x8y_\x8m_\x8o_\x8r_\x8p_\x8h_\x8i_\x8c_\x8·_\x8A_\x8s_\x8s_\x8o_\x8c_\x8i_\x8a_\x8t_\x8i_\x8o_\x8n_\x8s
153 _\x8w_\x8i_\x8t_\x8h_\x8·_\x8S_\x8Q_\x8L_\x8A_\x8l_\x8c_\x8h_\x8e_\x8m_\x8y.153 _\x8w_\x8i_\x8t_\x8h_\x8·_\x8S_\x8Q_\x8L_\x8A_\x8l_\x8c_\x8h_\x8e_\x8m_\x8y.
154 Listing·of·files:154 Listing·of·files:
155 ····*·_\x8t_\x8a_\x8b_\x8l_\x8e_\x8__\x8p_\x8e_\x8r_\x8__\x8r_\x8e_\x8l_\x8a_\x8t_\x8e_\x8d_\x8._\x8p_\x8y·-·Illustrates·a·generic·association·which·persists 
156 ······association·objects·within·individual·tables,·each·one·generated·to 
157 ······persist·those·objects·on·behalf·of·a·particular·parent·class.155 ····*·_.d_.i_.s_.c_.r_.i_.m_.i_.n_.a_.t_.o_.r_.__.o_.n_.__.a_.s_.s_.o_.c_.i_.a_.t_.i_.o_.n_.._.p_.y·-·Illustrates·a·mixin·which·provides·a
 156 ······generic·association·using·a·single·target·table·and·a·single·association
 157 ······table,·referred·to·by·all·parent·tables.·The·association·table·contains·a
 158 ······“discriminator”·column·which·determines·what·type·of·parent·object
 159 ······associates·to·each·particular·row·in·the·association·table.
158 _\x8g_\x8e_\x8n_\x8e_\x8r_\x8i_\x8c_\x8__\x8f_\x8k_\x8._\x8p_\x8y·-·Illustrates·a·so-called·“generic·foreign·key”,·in·a·similar160 _\x8g_\x8e_\x8n_\x8e_\x8r_\x8i_\x8c_\x8__\x8f_\x8k_\x8._\x8p_\x8y·-·Illustrates·a·so-called·“generic·foreign·key”,·in·a·similar
159 fashion·to·that·of·popular·frameworks·such·as·Django,·ROR,·etc.·This·approach161 fashion·to·that·of·popular·frameworks·such·as·Django,·ROR,·etc.·This·approach
160 bypasses·standard·referential·integrity·practices,·in·that·the·“foreign·key”162 bypasses·standard·referential·integrity·practices,·in·that·the·“foreign·key”
161 column·is·not·actually·constrained·to·refer·to·any·particular·table;·instead,163 column·is·not·actually·constrained·to·refer·to·any·particular·table;·instead,
162 in-application·logic·is·used·to·determine·which·table·is·referenced.164 in-application·logic·is·used·to·determine·which·table·is·referenced.
 165 _\x8t_\x8a_\x8b_\x8l_\x8e_\x8__\x8p_\x8e_\x8r_\x8__\x8r_\x8e_\x8l_\x8a_\x8t_\x8e_\x8d_\x8._\x8p_\x8y·-·Illustrates·a·generic·association·which·persists
 166 association·objects·within·individual·tables,·each·one·generated·to·persist
 167 those·objects·on·behalf·of·a·particular·parent·class.
163 _\x8d_\x8i_\x8s_\x8c_\x8r_\x8i_\x8m_\x8i_\x8n_\x8a_\x8t_\x8o_\x8r_\x8__\x8o_\x8n_\x8__\x8a_\x8s_\x8s_\x8o_\x8c_\x8i_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y·-·Illustrates·a·mixin·which·provides·a·generic 
164 association·using·a·single·target·table·and·a·single·association·table, 
165 referred·to·by·all·parent·tables.·The·association·table·contains·a 
166 “discriminator”·column·which·determines·what·type·of·parent·object·associates 
167 to·each·particular·row·in·the·association·table. 
168 _\x8t_\x8a_\x8b_\x8l_\x8e_\x8__\x8p_\x8e_\x8r_\x8__\x8a_\x8s_\x8s_\x8o_\x8c_\x8i_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y·-·Illustrates·a·mixin·which·provides·a·generic168 _\x8t_\x8a_\x8b_\x8l_\x8e_\x8__\x8p_\x8e_\x8r_\x8__\x8a_\x8s_\x8s_\x8o_\x8c_\x8i_\x8a_\x8t_\x8i_\x8o_\x8n_\x8._\x8p_\x8y·-·Illustrates·a·mixin·which·provides·a·generic
169 association·via·a·individually·generated·association·tables·for·each·parent169 association·via·a·individually·generated·association·tables·for·each·parent
170 class.·The·associated·objects·themselves·are·persisted·in·a·single·table·shared170 class.·The·associated·objects·themselves·are·persisted·in·a·single·table·shared
171 among·all·parents.171 among·all·parents.
172 *\x8**\x8**\x8**\x8*·M\x8Ma\x8at\x8te\x8er\x8ri\x8ia\x8al\x8li\x8iz\x8ze\x8ed\x8d·P\x8Pa\x8at\x8th\x8hs\x8s_\x8?\x8·*\x8**\x8**\x8**\x8*172 *\x8**\x8**\x8**\x8*·M\x8Ma\x8at\x8te\x8er\x8ri\x8ia\x8al\x8li\x8iz\x8ze\x8ed\x8d·P\x8Pa\x8at\x8th\x8hs\x8s_\x8?\x8·*\x8**\x8**\x8**\x8*
173 Illustrates·the·“materialized·paths”·pattern·for·hierarchical·data·using·the173 Illustrates·the·“materialized·paths”·pattern·for·hierarchical·data·using·the
174 SQLAlchemy·ORM.174 SQLAlchemy·ORM.
Offset 220, 28 lines modifiedOffset 220, 29 lines modified
220 $·python·-m·examples.performance·bulk_inserts·\220 $·python·-m·examples.performance·bulk_inserts·\
221 ····--dburl·mysql+mysqldb://scott:tiger@localhost/test·\221 ····--dburl·mysql+mysqldb://scott:tiger@localhost/test·\
222 ····--profile·--num·1000222 ····--profile·--num·1000
223 See·also223 See·also
224 _\x8H_\x8o_\x8w_\x8·_\x8c_\x8a_\x8n_\x8·_\x8I_\x8·_\x8p_\x8r_\x8o_\x8f_\x8i_\x8l_\x8e_\x8·_\x8a_\x8·_\x8S_\x8Q_\x8L_\x8A_\x8l_\x8c_\x8h_\x8e_\x8m_\x8y_\x8·_\x8p_\x8o_\x8w_\x8e_\x8r_\x8e_\x8d_\x8·_\x8a_\x8p_\x8p_\x8l_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8?224 _\x8H_\x8o_\x8w_\x8·_\x8c_\x8a_\x8n_\x8·_\x8I_\x8·_\x8p_\x8r_\x8o_\x8f_\x8i_\x8l_\x8e_\x8·_\x8a_\x8·_\x8S_\x8Q_\x8L_\x8A_\x8l_\x8c_\x8h_\x8e_\x8m_\x8y_\x8·_\x8p_\x8o_\x8w_\x8e_\x8r_\x8e_\x8d_\x8·_\x8a_\x8p_\x8p_\x8l_\x8i_\x8c_\x8a_\x8t_\x8i_\x8o_\x8n_\x8?
225 *\x8**\x8**\x8*·F\x8Fi\x8il\x8le\x8e·L\x8Li\x8is\x8st\x8ti\x8in\x8ng\x8g_\x8?\x8·*\x8**\x8**\x8*225 *\x8**\x8**\x8*·F\x8Fi\x8il\x8le\x8e·L\x8Li\x8is\x8st\x8ti\x8in\x8ng\x8g_\x8?\x8·*\x8**\x8**\x8*
226 Listing·of·files:226 Listing·of·files:
227 ····*·_\x8b_\x8u_\x8l_\x8k_\x8__\x8u_\x8p_\x8d_\x8a_\x8t_\x8e_\x8s_\x8._\x8p_\x8y·-·This·series·of·tests·will·illustrate·different·ways·to 
228 ······UPDATE·a·large·number·of·rows·in·bulk·(under·construction!·there’s·just 
229 ······one·test·at·the·moment) 
230 _.s_.i_.n_.g_.l_.e_.__.i_.n_.s_.e_.r_.t_.s_.._.p_.y·-·In·this·series·of·tests,·we’re·looking·at·a·method·that227 ····*·_.s_.i_.n_.g_.l_.e_.__.i_.n_.s_.e_.r_.t_.s_.._.p_.y·-·In·this·series·of·tests,·we’re·looking·at·a·method
231 inserts·a·row·within·a·distinct·transaction,·and·afterwards·returns·to228 ······that·inserts·a·row·within·a·distinct·transaction,·and·afterwards·returns
232 essentially·a·“closed”·state.·This·would·be·analogous·to·an·API·call·that229 ······to·essentially·a·“closed”·state.·This·would·be·analogous·to·an·API·call
233 starts·up·a·database·connection,·inserts·the·row,·commits·and·closes.230 ······that·starts·up·a·database·connection,·inserts·the·row,·commits·and
 231 ······closes.
 232 _\x8s_\x8h_\x8o_\x8r_\x8t_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8s_\x8._\x8p_\x8y·-·This·series·of·tests·illustrates·different·ways·to·SELECT·a
 233 single·record·by·primary·key
234 _\x8b_\x8u_\x8l_\x8k_\x8__\x8i_\x8n_\x8s_\x8e_\x8r_\x8t_\x8s_\x8._\x8p_\x8y·-·This·series·of·tests·illustrates·different·ways·to·INSERT·a234 _\x8b_\x8u_\x8l_\x8k_\x8__\x8i_\x8n_\x8s_\x8e_\x8r_\x8t_\x8s_\x8._\x8p_\x8y·-·This·series·of·tests·illustrates·different·ways·to·INSERT·a
235 large·number·of·rows·in·bulk.235 large·number·of·rows·in·bulk.
 236 _\x8b_\x8u_\x8l_\x8k_\x8__\x8u_\x8p_\x8d_\x8a_\x8t_\x8e_\x8s_\x8._\x8p_\x8y·-·This·series·of·tests·will·illustrate·different·ways·to·UPDATE
 237 a·large·number·of·rows·in·bulk·(under·construction!·there’s·just·one·test·at
 238 the·moment)
 239 _\x8__\x8__\x8m_\x8a_\x8i_\x8n_\x8__\x8__\x8._\x8p_\x8y·-·Allows·the·examples/performance·package·to·be·run·as·a·script.
236 _\x8l_\x8a_\x8r_\x8g_\x8e_\x8__\x8r_\x8e_\x8s_\x8u_\x8l_\x8t_\x8s_\x8e_\x8t_\x8s_\x8._\x8p_\x8y·-·In·this·series·of·tests,·we·are·looking·at·time·to·load·a240 _\x8l_\x8a_\x8r_\x8g_\x8e_\x8__\x8r_\x8e_\x8s_\x8u_\x8l_\x8t_\x8s_\x8e_\x8t_\x8s_\x8._\x8p_\x8y·-·In·this·series·of·tests,·we·are·looking·at·time·to·load·a
237 large·number·of·very·small·and·simple·rows.241 large·number·of·very·small·and·simple·rows.
238 _\x8__\x8__\x8m_\x8a_\x8i_\x8n_\x8__\x8__\x8._\x8p_\x8y·-·Allows·the·examples/performance·package·to·be·run·as·a·script. 
239 _\x8s_\x8h_\x8o_\x8r_\x8t_\x8__\x8s_\x8e_\x8l_\x8e_\x8c_\x8t_\x8s_\x8._\x8p_\x8y·-·This·series·of·tests·illustrates·different·ways·to·SELECT·a 
240 single·record·by·primary·key 
241 *\x8**\x8**\x8*·R\x8Ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·a\x8al\x8ll\x8l·t\x8te\x8es\x8st\x8ts\x8s·w\x8wi\x8it\x8th\x8h·t\x8ti\x8im\x8me\x8e_\x8?\x8·*\x8**\x8**\x8*242 *\x8**\x8**\x8*·R\x8Ru\x8un\x8nn\x8ni\x8in\x8ng\x8g·a\x8al\x8ll\x8l·t\x8te\x8es\x8st\x8ts\x8s·w\x8wi\x8it\x8th\x8h·t\x8ti\x8im\x8me\x8e_\x8?\x8·*\x8**\x8**\x8*
242 This·is·the·default·form·of·run:243 This·is·the·default·form·of·run:
243 $·python·-m·examples.performance·single_inserts244 $·python·-m·examples.performance·single_inserts
244 Tests·to·run:·test_orm_commit,·test_bulk_save,245 Tests·to·run:·test_orm_commit,·test_bulk_save,
245 ··············test_bulk_insert_dictionaries,·test_core,246 ··············test_bulk_insert_dictionaries,·test_core,
246 ··············test_core_query_caching,·test_dbapi_raw_w_connect,247 ··············test_core_query_caching,·test_dbapi_raw_w_connect,
247 ··············test_dbapi_raw_w_pool248 ··············test_dbapi_raw_w_pool
Offset 472, 27 lines modifiedOffset 473, 27 lines modified
472 Several·examples·that·illustrate·the·technique·of·intercepting·changes·that473 Several·examples·that·illustrate·the·technique·of·intercepting·changes·that
473 would·be·first·interpreted·as·an·UPDATE·on·a·row,·and·instead·turning·it·into474 would·be·first·interpreted·as·an·UPDATE·on·a·row,·and·instead·turning·it·into
474 an·INSERT·of·a·new·row,·leaving·the·previous·row·intact·as·a·historical475 an·INSERT·of·a·new·row,·leaving·the·previous·row·intact·as·a·historical
475 version.476 version.
476 Compare·to·the·_\x8V_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8a_\x8·_\x8H_\x8i_\x8s_\x8t_\x8o_\x8r_\x8y_\x8·_\x8T_\x8a_\x8b_\x8l_\x8e·example·which·writes·a·history477 Compare·to·the·_\x8V_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8i_\x8n_\x8g_\x8·_\x8w_\x8i_\x8t_\x8h_\x8·_\x8a_\x8·_\x8H_\x8i_\x8s_\x8t_\x8o_\x8r_\x8y_\x8·_\x8T_\x8a_\x8b_\x8l_\x8e·example·which·writes·a·history
477 row·to·a·separate·history·table.478 row·to·a·separate·history·table.
478 Listing·of·files:479 Listing·of·files:
479 ····*·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8e_\x8d_\x8__\x8m_\x8a_\x8p_\x8._\x8p_\x8y·-·A·variant·of·the·versioned_rows·example·built·around 
480 ······the·concept·of·a·“vertical·table”·structure,·like·those·illustrated·in 
481 ······_\x8V_\x8e_\x8r_\x8t_\x8i_\x8c_\x8a_\x8l_\x8·_\x8A_\x8t_\x8t_\x8r_\x8i_\x8b_\x8u_\x8t_\x8e_\x8·_\x8M_\x8a_\x8p_\x8p_\x8i_\x8n_\x8g·examples. 
482 _\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8e_\x8d_\x8__\x8r_\x8o_\x8w_\x8s_\x8._\x8p_\x8y·-·Illustrates·a·method·to·intercept·changes·on·objects,480 ····*·_\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8e_\x8d_\x8__\x8r_\x8o_\x8w_\x8s_\x8._\x8p_\x8y·-·Illustrates·a·method·to·intercept·changes·on·objects,
483 turning·an·UPDATE·statement·on·a·single·row·into·an·INSERT·statement,·so·that·a481 ······turning·an·UPDATE·statement·on·a·single·row·into·an·INSERT·statement,·so
484 new·row·is·inserted·with·the·new·data,·keeping·the·old·row·intact. 
485 _\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8e_\x8d_\x8__\x8r_\x8o_\x8w_\x8s_\x8__\x8w_\x8__\x8v_\x8e_\x8r_\x8s_\x8i_\x8o_\x8n_\x8i_\x8d_\x8._\x8p_\x8y·-·Illustrates·a·method·to·intercept·changes·on 
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